Bibliographic record
Abstract
新加坡诗肯柚木有限公司(Scanteak Corporation)是一家成立于20世纪70年代的家具零售商，截至2010年在全球拥有100多家门店，成为首家在台湾股票交易所(OTC)上柜的家具公司。随着公司的发展，创始人林福勤(Pok Chin Lim)和他的妻子傅雅香(Catherine Foo)在孩子身上投入了很多，尤其是在培养其成为公司接班人方面的努力。2003年，林福勤请他的大女儿林洁敏(Jamie Lim)帮忙发展家族企业。在过去的七年里，林洁敏在品牌推广和市场拓展方面取得了很大的成绩。2010年，林福勤让他的儿子林杰人(Julian Lim)帮助他在新加坡或台湾的业务，他想在那里培训林杰人。然而，一直遵从父母意愿的林杰人拒绝了他们的提议，而是要求父亲将诗肯柚木在日本的业务交由他全权管理。林氏夫妇质疑他们刚毕业的儿子是否能担此重任，不知道该如何回应儿子的大胆要求……
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.015 | 0.008 |
| Scholarly communication | 0.012 | 0.008 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.028 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".